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AI and decisions
Updated: 2026-09-30

AI evidence model

Provenance, citation, freshness, coverage, and confidence for business conclusions.

Evidence fields

  • Source type and identifier.
  • Metric or document title.
  • Period, filters, and freshness time.
  • Value or excerpt supporting the conclusion.

Confidence

Confidence describes quality and consistency of available context, not the probability of business success. Missing, stale, or conflicting data lowers it.


Verifiability

A user must be able to reach the source within their permissions. An inaccessible citation is not useful evidence.

Related documentation

ProfitVena AI and Yasnora architecture

How user context, policy, evidence, and model routing produce an answer.

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